Michael Shatny

Analytical Framework 7 items

GDD Governance-Driven Design — formalize intent before the machine runsTDD → DDD → BDD → GDD Discipline

Cormorant Foraging Sound / Space / Time — intelligence systems organized by physical dimension Framework

6D Foraging Cascade analysis across six business dimensions — 2–11× multipliers revealed Methodology

CAL Cascade Analysis Language — methodology compiled into executable DSL syntax Language

DRIFT Gap measurement between methodology score and performance score Formula

FETCH Action decision engine — EXECUTE / WATCH / HOLD from cascade signal Formula

GESA Generative Episodic Simulated Annealing — the optimization layer that learns Algorithm

Intelligence Systems 3 items

ChirpIQX Sound dimension — real-time urgency scoring and signal detection MCP Server

PerchIQX Space dimension — database schema intelligence and structural mapping MCP Server

Wake Intelligence Time dimension — 5-layer temporal memory brain for AI agents MCP Server

Infrastructure Primitives 8 items

RECALL COBOL-inspired publishing language — source is the artifact, authorship is compile-time Compiler

CROC Contextual Retrievable Organizational Corpus — institutional knowledge assembled from what exists Framework

Rune Protocol @ ~ ! ? — four-sigil reactive binding grammar, bounded-complete Protocol

EMBER Artifact language for agent pipelines — .sil files both humans and agents read Language

Mere Workbook format — screens, state, behavior, data in one portable file Format

FORGE Fire-Once, Receive, Go, Execute — delivery pattern for sovereign intelligence products Pattern

PACE Pattern for Agentic Conversational Experience — guide-first interface design Pattern

LogParseIQX Local log intelligence — pre-filter, compact, local LLM, voice input — operational reasoning that stays on device CLI · Python

Pipelines 3 items

Phoenix Seven-agent legacy modernization pipeline — extract intent, rebuild from zero Pipeline

Strata Five-agent database archaeology pipeline — Schema Signal → Classifier Pipeline

ForageCast Audio-driven animation engine — YAML config → lip-synced mascot video Pipeline

REACH + OCTO Declare intent · Claude compiles · live systems answer — local workflow for Windows Runtime

Platforms 3 items

Semantic Intent Phoenix modernization engagements — 7-agent pipeline, discovery to certified delivery Engagement

MillPond PACE pattern in practice — AI-guided storefront where conversation replaces catalog PACE

StratIQX 6D cascade analysis — 295 published cases applying dimensional intelligence to real-world events Case Library

Available 4 engagements

Legacy modernisation Untangle COBOL, mainframe, or unmaintainable codebases — 7-agent Phoenix pipeline, discovery to delivery Phoenix

AI-native architecture MCP servers, Claude Desktop integrations, REEF ecosystem design — observable intelligence from the ground up MCP · REEF

Strategic intelligence 6D cascade analysis for decisions that need to hold under scrutiny — every claim cited, every score verifiable 6D

AI workflow design Teams and processes that compound with AI — force multiplier frameworks for organisations going AI-first Workshop

Case Library 295 cases

StratIQX · 295 cases 6D cascade analysis applied to real events — every claim cited, every score verifiable Library

Writing & Research 5 items

Governance-Driven Design The organizing philosophy of the Semantic Intent ecosystem — pre-execution discipline for AI-first delivery Article

Articles 43 long-form pieces on semantic intent, agentic systems, and AI-first design Writing

Zenodo Papers 27 open-access papers — ORCID-linked, DOI-stamped, citable Research

GitHub 108 repositories · 2,570 contributions in the last year Code

npm 9 packages — RECALL, Phoenix, Wake, EMBER, Strata, CAL, and more Packages